US4874963A - Neuromorphic learning networks - Google Patents
Neuromorphic learning networks Download PDFInfo
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- US4874963A US4874963A US07/155,150 US15515088A US4874963A US 4874963 A US4874963 A US 4874963A US 15515088 A US15515088 A US 15515088A US 4874963 A US4874963 A US 4874963A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
- G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
- G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
- G06N3/065—Analogue means
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Abstract
Description
[(M-1)(N-1)/2].sup.1/2.
Δw.sub.ij =n(P.sub.ij.sup.+ -P.sub.ij.sup.-) (12)
Claims (12)
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US07/155,150 US4874963A (en) | 1988-02-11 | 1988-02-11 | Neuromorphic learning networks |
CA000587791A CA1311562C (en) | 1988-02-11 | 1989-01-09 | Neuromorphic learning networks |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US07/155,150 US4874963A (en) | 1988-02-11 | 1988-02-11 | Neuromorphic learning networks |
Publications (1)
Publication Number | Publication Date |
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US4874963A true US4874963A (en) | 1989-10-17 |
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US07/155,150 Expired - Fee Related US4874963A (en) | 1988-02-11 | 1988-02-11 | Neuromorphic learning networks |
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CA (1) | CA1311562C (en) |
Cited By (107)
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US4950917A (en) * | 1988-07-27 | 1990-08-21 | Intel Corporation | Semiconductor cell for neural network employing a four-quadrant multiplier |
US4956564A (en) * | 1989-07-13 | 1990-09-11 | Intel Corporation | Adaptive synapse cell providing both excitatory and inhibitory connections in an associative network |
US4961005A (en) * | 1989-04-25 | 1990-10-02 | Board Of Trustees Operating Michigan State University | Programmable neural circuit implementable in CMOS very large scale integration |
US4988891A (en) * | 1989-05-09 | 1991-01-29 | Mitsubishi Denki Kabushiki Kaisha | Semiconductor neural network including photosensitive coupling elements |
US5004932A (en) * | 1988-07-01 | 1991-04-02 | Hitachi, Ltd. | Unit circuit for constructing a neural network and a semiconductor integrated circuit having the same |
US5021988A (en) * | 1989-04-27 | 1991-06-04 | Mitsubishi Denki Kabushiki Kaisha | Semiconductor neural network and method of driving the same |
US5033006A (en) * | 1989-03-13 | 1991-07-16 | Sharp Kabushiki Kaisha | Self-extending neural-network |
US5045713A (en) * | 1989-02-10 | 1991-09-03 | Kabushiki Kaisha Toshiba | Multi-feedback circuit apparatus |
US5056037A (en) * | 1989-12-28 | 1991-10-08 | The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration | Analog hardware for learning neural networks |
US5061866A (en) * | 1990-08-06 | 1991-10-29 | The Ohio State University Research Foundation | Analog, continuous time vector scalar multiplier circuits and programmable feedback neural network using them |
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US5130563A (en) * | 1989-11-30 | 1992-07-14 | Washington Research Foundation | Optoelectronic sensory neural network |
EP0495630A1 (en) * | 1991-01-14 | 1992-07-22 | Kabushiki Kaisha Toshiba | Distribution generation system, and optimization system that adopts distribution generation system |
US5146602A (en) * | 1990-12-26 | 1992-09-08 | Intel Corporation | Method of increasing the accuracy of an analog neural network and the like |
US5148045A (en) * | 1990-02-27 | 1992-09-15 | Kabushiki Kaisha Toshiba | Apparatus and method for assigning a plurality of elements to a plurality of cells |
US5150450A (en) * | 1990-10-01 | 1992-09-22 | The United States Of America As Represented By The Secretary Of The Navy | Method and circuits for neuron perturbation in artificial neural network memory modification |
US5204872A (en) * | 1991-04-15 | 1993-04-20 | Milltech-Hoh, Inc. | Control system for electric arc furnace |
US5206541A (en) * | 1991-04-30 | 1993-04-27 | The Johns Hopkins University | Current-mode based analog circuits for synthetic neural systems |
US5239619A (en) * | 1990-04-24 | 1993-08-24 | Yozan, Inc. | Learning method for a data processing system having a multi-layer neural network |
US5248899A (en) * | 1992-02-07 | 1993-09-28 | Dan Haronian | Neural network using photoelectric substance |
US5253329A (en) * | 1991-12-26 | 1993-10-12 | The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration | Neural network for processing both spatial and temporal data with time based back-propagation |
US5257342A (en) * | 1990-04-04 | 1993-10-26 | Yozan, Inc. | Learning method for a data processing system with neighborhoods |
US5258903A (en) * | 1991-12-16 | 1993-11-02 | Thomson Consumer Electronics | Control circuit and power supply for televisions |
WO1993022723A1 (en) * | 1992-04-28 | 1993-11-11 | Multi-Inform A/S | Network adaptor connected to a computer for virus signature recognition in all files on a network |
US5263122A (en) * | 1991-04-22 | 1993-11-16 | Hughes Missile Systems Company | Neural network architecture |
US5293459A (en) * | 1988-12-23 | 1994-03-08 | U.S. Philips Corporation | Neural integrated circuit comprising learning means |
US5293455A (en) * | 1991-02-13 | 1994-03-08 | Hughes Aircraft Company | Spatial-temporal-structure processor for multi-sensor, multi scan data fusion |
US5319738A (en) * | 1990-07-25 | 1994-06-07 | Kabushiki Kaisha Toshiba | Neural network device |
US5333240A (en) * | 1989-04-14 | 1994-07-26 | Hitachi, Ltd. | Neural network state diagnostic system for equipment |
US5384896A (en) * | 1990-11-29 | 1995-01-24 | Matsushita Electric Industrial Co., Ltd. | Learning machine |
US5412754A (en) * | 1992-06-30 | 1995-05-02 | At&T Corp. | Reverse time delay neural network for pattern generation |
US5412256A (en) * | 1994-01-06 | 1995-05-02 | Bell Communications Research, Inc. | Neuron for use in self-learning neural network |
US5416889A (en) * | 1991-08-30 | 1995-05-16 | Mitsubishi Denki Kabushiki Kaisha | Method of optimizing combination by neural network |
EP0653714A2 (en) * | 1993-11-12 | 1995-05-17 | Motorola, Inc. | Neural network, neuron, and method suitable for manufacturing process parameter estimation |
US5418710A (en) * | 1991-10-31 | 1995-05-23 | Kabushiki Kaisha Toshiba | Simulator using a neural network |
US5430829A (en) * | 1990-04-04 | 1995-07-04 | Sharp Corporation | Learning method for a data processing system |
US5434950A (en) * | 1992-04-13 | 1995-07-18 | Televerket | Method for making handover decisions in a radio communications network |
US5452400A (en) * | 1991-08-30 | 1995-09-19 | Mitsubishi Denki Kabushiki Kaisha | Method of optimizing a combination using a neural network |
US5459817A (en) * | 1992-03-30 | 1995-10-17 | Kabushiki Kaisha Toshiba | Neural network with learning function based on simulated annealing and Monte-Carlo method |
US5504780A (en) * | 1994-01-06 | 1996-04-02 | Bell Communications Research Inc. | Adaptive equalizer using self-learning neural network |
US5517667A (en) * | 1993-06-14 | 1996-05-14 | Motorola, Inc. | Neural network that does not require repetitive training |
US5517596A (en) * | 1991-05-17 | 1996-05-14 | International Business Machines Corporation | Learning machine synapse processor system apparatus |
US5524177A (en) * | 1992-07-03 | 1996-06-04 | Kabushiki Kaisha Toshiba | Learning of associative memory in form of neural network suitable for connectionist model |
US5579442A (en) * | 1993-04-30 | 1996-11-26 | Fujitsu Limited | Adaptive kinematic control apparatus |
US5581662A (en) * | 1989-12-29 | 1996-12-03 | Ricoh Company, Ltd. | Signal processing apparatus including plural aggregates |
US5586033A (en) * | 1992-09-10 | 1996-12-17 | Deere & Company | Control system with neural network trained as general and local models |
US5588091A (en) * | 1989-05-17 | 1996-12-24 | Environmental Research Institute Of Michigan | Dynamically stable associative learning neural network system |
US5590243A (en) * | 1990-07-12 | 1996-12-31 | Mitsubishi Denki Kabushiki Kaisha | Neural network system with sampling data |
US5619617A (en) * | 1989-12-29 | 1997-04-08 | Ricoh Company, Ltd. | Neuron unit, neural network and signal processing method |
US5619619A (en) * | 1993-03-11 | 1997-04-08 | Kabushiki Kaisha Toshiba | Information recognition system and control system using same |
US5687286A (en) * | 1992-11-02 | 1997-11-11 | Bar-Yam; Yaneer | Neural networks with subdivision |
US5689622A (en) * | 1989-08-23 | 1997-11-18 | N.V. Philips Gloeilampenfabrieken | Method for adjusting network parameters in a multi-layer perceptron device provided with means for executing the method |
US5719480A (en) * | 1992-10-27 | 1998-02-17 | Minister Of National Defence Of Her Majesty's Canadian Government | Parametric control device |
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US20020082815A1 (en) * | 2000-12-22 | 2002-06-27 | Isabelle Rey-Fabret | Method for forming an optimized neural network module intended to simulate the flow mode of a multiphase fluid stream |
US20030028353A1 (en) * | 2001-08-06 | 2003-02-06 | Brian Gventer | Production pattern-recognition artificial neural net (ANN) with event-response expert system (ES)--yieldshieldTM |
US6556977B1 (en) | 1997-08-14 | 2003-04-29 | Adeza Biomedical Corporation | Methods for selecting, developing and improving diagnostic tests for pregnancy-related conditions |
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US6882992B1 (en) * | 1999-09-02 | 2005-04-19 | Paul J. Werbos | Neural networks for intelligent control |
US20050278362A1 (en) * | 2003-08-12 | 2005-12-15 | Maren Alianna J | Knowledge discovery system |
US20060167689A1 (en) * | 2004-11-02 | 2006-07-27 | Eagleforce Associates | System and method for predictive analysis and predictive analysis markup language |
US20060184660A1 (en) * | 2005-02-15 | 2006-08-17 | Microsoft Corporation | Scaling UPnP v1.0 device eventing using peer groups |
US20060184693A1 (en) * | 2005-02-15 | 2006-08-17 | Microsoft Corporation | Scaling and extending UPnP v1.0 device discovery using peer groups |
US20060193265A1 (en) * | 2005-02-25 | 2006-08-31 | Microsoft Corporation | Peer-to-peer name resolution protocol with lightweight traffic |
US20060209704A1 (en) * | 2005-03-07 | 2006-09-21 | Microsoft Corporation | System and method for implementing PNRP locality |
US20060215575A1 (en) * | 2005-03-25 | 2006-09-28 | Microsoft Corporation | System and method for monitoring and reacting to peer-to-peer network metrics |
US20060239197A1 (en) * | 2005-04-22 | 2006-10-26 | Microsoft Corporation | Flower-petal resolutions for PNRP |
US20070005523A1 (en) * | 2005-04-12 | 2007-01-04 | Eagleforce Associates, Inc. | System and method for evidence accumulation and hypothesis generation |
US20070043459A1 (en) * | 1999-12-15 | 2007-02-22 | Tangis Corporation | Storing and recalling information to augment human memories |
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US20080154822A1 (en) * | 2006-10-30 | 2008-06-26 | Techguard Security Llc | Systems and methods for creating an artificial neural network |
US7602899B1 (en) * | 2004-02-18 | 2009-10-13 | Sprint Spectrum L.P. | Method and system for call routing based on obtained information |
US20100217733A1 (en) * | 2007-10-01 | 2010-08-26 | Riken | Neuron device, neural network device, feedback control device, and information recording medium |
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Cited By (156)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5004932A (en) * | 1988-07-01 | 1991-04-02 | Hitachi, Ltd. | Unit circuit for constructing a neural network and a semiconductor integrated circuit having the same |
US4950917A (en) * | 1988-07-27 | 1990-08-21 | Intel Corporation | Semiconductor cell for neural network employing a four-quadrant multiplier |
US5293459A (en) * | 1988-12-23 | 1994-03-08 | U.S. Philips Corporation | Neural integrated circuit comprising learning means |
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Owner name: TTI INVENTIONS A LLC, DELAWARE Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:TELCORDIA LICENSING COMPANY, LLC;REEL/FRAME:027843/0205 Effective date: 20111102 |